Just because two graphs looks similar doesn’t mean they are “same”. Shouldn’t we subtract the random bias from the real world data and see if there is any slope

Just because two graphs looks similar doesn’t mean they are “same”. Shouldn’t we subtract the random bias from the real world data and see if there is any slope remaining (or something similar)?